Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: ATP5PB

Gene summary for ATP5PB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ATP5PB

Gene ID

515

Gene nameATP synthase peripheral stalk-membrane subunit b
Gene AliasATP5F1
Cytomap1p13.2
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

P24539


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
515ATP5PBGSM4909281HumanBreastIDC1.19e-052.50e-010.21
515ATP5PBGSM4909282HumanBreastIDC1.71e-286.60e-01-0.0288
515ATP5PBGSM4909285HumanBreastIDC5.07e-457.56e-010.21
515ATP5PBGSM4909286HumanBreastIDC1.33e-061.13e-010.1081
515ATP5PBGSM4909288HumanBreastIDC1.62e-044.94e-010.0988
515ATP5PBGSM4909290HumanBreastIDC3.52e-042.67e-010.2096
515ATP5PBGSM4909291HumanBreastIDC2.44e-053.89e-010.1753
515ATP5PBGSM4909293HumanBreastIDC3.52e-033.11e-020.1581
515ATP5PBGSM4909294HumanBreastIDC2.01e-022.97e-010.2022
515ATP5PBGSM4909296HumanBreastIDC7.49e-072.52e-010.1524
515ATP5PBGSM4909298HumanBreastIDC1.34e-092.76e-010.1551
515ATP5PBGSM4909304HumanBreastIDC1.42e-042.91e-010.1636
515ATP5PBGSM4909305HumanBreastIDC1.13e-114.22e-010.0436
515ATP5PBGSM4909306HumanBreastIDC4.98e-062.99e-010.1564
515ATP5PBGSM4909308HumanBreastIDC2.21e-072.53e-010.158
515ATP5PBGSM4909311HumanBreastIDC3.71e-147.62e-020.1534
515ATP5PBGSM4909312HumanBreastIDC1.64e-164.84e-010.1552
515ATP5PBGSM4909315HumanBreastIDC3.99e-033.10e-010.21
515ATP5PBGSM4909317HumanBreastIDC5.33e-093.09e-010.1355
515ATP5PBGSM4909319HumanBreastIDC5.59e-19-5.60e-020.1563
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
EndometriumThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
GCThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:00460349BreastPrecancerATP metabolic process82/1080277/187231.94e-365.19e-3382
GO:00061199BreastPrecanceroxidative phosphorylation53/1080141/187231.15e-292.04e-2653
GO:00090608BreastPrecanceraerobic respiration58/1080189/187235.69e-277.62e-2458
GO:00060918BreastPrecancergeneration of precursor metabolites and energy94/1080490/187231.54e-251.64e-2294
GO:00453338BreastPrecancercellular respiration59/1080230/187235.97e-235.32e-2059
GO:00159808BreastPrecancerenergy derivation by oxidation of organic compounds70/1080318/187238.33e-236.37e-2070
GO:19026008BreastPrecancerproton transmembrane transport39/1080157/187234.18e-151.18e-1239
GO:00159857BreastPrecancerenergy coupled proton transport, down electrochemical gradient16/108026/187234.15e-149.65e-1216
GO:00159867BreastPrecancerATP synthesis coupled proton transport16/108026/187234.15e-149.65e-1216
GO:00427766BreastPrecancermitochondrial ATP synthesis coupled proton transport13/108019/187231.43e-122.74e-1013
GO:00067547BreastPrecancerATP biosynthetic process21/108057/187232.31e-124.26e-1021
GO:00068398BreastPrecancermitochondrial transport45/1080254/187231.37e-111.88e-0945
GO:00092067BreastPrecancerpurine ribonucleoside triphosphate biosynthetic process22/108068/187231.41e-111.88e-0922
GO:00091457BreastPrecancerpurine nucleoside triphosphate biosynthetic process22/108069/187231.95e-112.43e-0922
GO:00092017BreastPrecancerribonucleoside triphosphate biosynthetic process22/108074/187239.18e-111.00e-0822
GO:00091448BreastPrecancerpurine nucleoside triphosphate metabolic process24/108088/187239.66e-111.03e-0824
GO:00092057BreastPrecancerpurine ribonucleoside triphosphate metabolic process23/108082/187231.27e-101.34e-0823
GO:00091427BreastPrecancernucleoside triphosphate biosynthetic process23/108085/187232.82e-102.69e-0823
GO:00091997BreastPrecancerribonucleoside triphosphate metabolic process23/108089/187237.65e-106.66e-0823
GO:00091418BreastPrecancernucleoside triphosphate metabolic process26/1080112/187237.72e-106.66e-0826
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0541538EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa04714310EsophagusESCCThermogenesis163/4205232/84659.22e-111.14e-095.86e-10163
hsa0520814LiverNAFLDChemical carcinogenesis - reactive oxygen species44/1043223/84659.22e-041.31e-021.06e-0244
hsa0520815LiverNAFLDChemical carcinogenesis - reactive oxygen species44/1043223/84659.22e-041.31e-021.06e-0244
hsa0501222LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0501622LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501422LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0520842LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0502022LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0471422LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
hsa0541522LiverHCCDiabetic cardiomyopathy151/4020203/84652.72e-151.01e-135.63e-14151
hsa0501022LiverHCCAlzheimer disease254/4020384/84653.75e-148.97e-134.99e-13254
hsa0019022LiverHCCOxidative phosphorylation103/4020134/84652.39e-125.01e-112.79e-11103
hsa0502222LiverHCCPathways of neurodegeneration - multiple diseases298/4020476/84656.59e-121.30e-107.22e-11298
hsa0501232LiverHCCParkinson disease198/4020266/84659.40e-201.58e-178.76e-18198
hsa0501632LiverHCCHuntington disease219/4020306/84653.06e-183.42e-161.90e-16219
hsa0501432LiverHCCAmyotrophic lateral sclerosis252/4020364/84658.85e-187.41e-164.12e-16252
hsa0520852LiverHCCChemical carcinogenesis - reactive oxygen species167/4020223/84652.85e-171.91e-151.06e-15167
hsa0502032LiverHCCPrion disease195/4020273/84653.26e-161.56e-148.67e-15195
hsa0471432LiverHCCThermogenesis170/4020232/84655.36e-162.25e-141.25e-14170
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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